Overview

Brought to you by YData

Dataset statistics

Number of variables	21
Number of observations	10000
Missing cells	3054
Missing cells (%)	1.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.5 MiB
Average record size in memory	787.3 B

Variable types

Numeric	9
Categorical	5
Boolean	7

Alerts

`Alcohol Consumption` has 2586 (25.9%) missing values	Missing

Reproduction

Analysis started	2025-01-06 00:52:51.994317
Analysis finished	2025-01-06 00:53:33.747364
Duration	41.75 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

Age
Real number (ℝ)

Distinct	63
Distinct (%)	0.6%
Missing	29
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	49.296259

Minimum	18
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	18
5-th percentile	21
Q1	34
median	49
Q3	65
95-th percentile	77
Maximum	80
Range	62
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	18.19397
Coefficient of variation (CV)	0.36907405
Kurtosis	-1.2036698
Mean	49.296259
Median Absolute Deviation (MAD)	16
Skewness	-0.0067890787
Sum	491533
Variance	331.02055
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71	187	1.9%
64	185	1.8%
34	182	1.8%
43	182	1.8%
62	181	1.8%
72	180	1.8%
66	179	1.8%
76	176	1.8%
40	174	1.7%
49	173	1.7%
Other values (53)	8172	81.7%

Value	Count	Frequency (%)
18	149	1.5%
19	155	1.6%
20	154	1.5%
21	162	1.6%
22	142	1.4%
23	160	1.6%
24	132	1.3%
25	168	1.7%
26	147	1.5%
27	142	1.4%

Value	Count	Frequency (%)
80	160	1.6%
79	168	1.7%
78	159	1.6%
77	169	1.7%
76	176	1.8%
75	165	1.7%
74	157	1.6%
73	152	1.5%
72	180	1.8%
71	187	1.9%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	19
Missing (%)	0.2%
Memory size	605.5 KiB

Male	5003
Female	4978

Length

Max length	6
Median length	4
Mean length	4.9974952
Min length	4

Characters and Unicode

Total characters	49880
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Female
3rd row	Male
4th row	Female
5th row	Male

Common Values

Value	Count	Frequency (%)
Male	5003	50.0%
Female	4978	49.8%
(Missing)	19	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	5003	50.1%
female	4978	49.9%

Most occurring characters

Value	Count	Frequency (%)
e	14959	30.0%
a	9981	20.0%
l	9981	20.0%
M	5003	10.0%
F	4978	10.0%
m	4978	10.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	49880	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	14959	30.0%
a	9981	20.0%
l	9981	20.0%
M	5003	10.0%
F	4978	10.0%
m	4978	10.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	49880	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	14959	30.0%
a	9981	20.0%
l	9981	20.0%
M	5003	10.0%
F	4978	10.0%
m	4978	10.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	49880	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	14959	30.0%
a	9981	20.0%
l	9981	20.0%
M	5003	10.0%
F	4978	10.0%
m	4978	10.0%

Blood Pressure
Real number (ℝ)

Distinct	61
Distinct (%)	0.6%
Missing	19
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	149.75774

Minimum	120
Maximum	180
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	120
5-th percentile	123
Q1	134
median	150
Q3	165
95-th percentile	177
Maximum	180
Range	60
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	17.572969
Coefficient of variation (CV)	0.11734264
Kurtosis	-1.2118518
Mean	149.75774
Median Absolute Deviation (MAD)	15
Skewness	0.013907286
Sum	1494732
Variance	308.80924
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
134	214	2.1%
167	195	1.9%
171	182	1.8%
142	181	1.8%
140	181	1.8%
170	181	1.8%
126	178	1.8%
133	178	1.8%
129	177	1.8%
136	177	1.8%
Other values (51)	8137	81.4%

Value	Count	Frequency (%)
120	174	1.7%
121	162	1.6%
122	161	1.6%
123	161	1.6%
124	169	1.7%
125	148	1.5%
126	178	1.8%
127	169	1.7%
128	171	1.7%
129	177	1.8%

Value	Count	Frequency (%)
180	148	1.5%
179	140	1.4%
178	155	1.6%
177	172	1.7%
176	143	1.4%
175	167	1.7%
174	149	1.5%
173	167	1.7%
172	165	1.7%
171	182	1.8%

Cholesterol Level
Real number (ℝ)

Distinct	151
Distinct (%)	1.5%
Missing	30
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	225.42558

Minimum	150
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	150
5-th percentile	158
Q1	187
median	226
Q3	263
95-th percentile	293
Maximum	300
Range	150
Interquartile range (IQR)	76

Descriptive statistics

Standard deviation	43.575809
Coefficient of variation (CV)	0.19330464
Kurtosis	-1.2051322
Mean	225.42558
Median Absolute Deviation (MAD)	38
Skewness	-0.0071201575
Sum	2247493
Variance	1898.8512
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
292	91	0.9%
186	84	0.8%
288	83	0.8%
185	83	0.8%
193	81	0.8%
255	79	0.8%
165	78	0.8%
162	78	0.8%
289	77	0.8%
166	77	0.8%
Other values (141)	9159	91.6%

Value	Count	Frequency (%)
150	61	0.6%
151	57	0.6%
152	72	0.7%
153	62	0.6%
154	65	0.7%
155	66	0.7%
156	62	0.6%
157	49	0.5%
158	61	0.6%
159	66	0.7%

Value	Count	Frequency (%)
300	68	0.7%
299	71	0.7%
298	51	0.5%
297	60	0.6%
296	70	0.7%
295	62	0.6%
294	67	0.7%
293	66	0.7%
292	91	0.9%
291	55	0.5%

Exercise Habits
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	25
Missing (%)	0.2%
Memory size	599.0 KiB

High	3372
Medium	3332
Low	3271

Length

Max length	6
Median length	4
Mean length	4.3401504
Min length	3

Characters and Unicode

Total characters	43293
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	High
2nd row	High
3rd row	Low
4th row	High
5th row	Low

Common Values

Value	Count	Frequency (%)
High	3372	33.7%
Medium	3332	33.3%
Low	3271	32.7%
(Missing)	25	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
high	3372	33.8%
medium	3332	33.4%
low	3271	32.8%

Most occurring characters

Value	Count	Frequency (%)
i	6704	15.5%
H	3372	7.8%
g	3372	7.8%
h	3372	7.8%
M	3332	7.7%
e	3332	7.7%
d	3332	7.7%
u	3332	7.7%
m	3332	7.7%
L	3271	7.6%
Other values (2)	6542	15.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	43293	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	6704	15.5%
H	3372	7.8%
g	3372	7.8%
h	3372	7.8%
M	3332	7.7%
e	3332	7.7%
d	3332	7.7%
u	3332	7.7%
m	3332	7.7%
L	3271	7.6%
Other values (2)	6542	15.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	43293	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	6704	15.5%
H	3372	7.8%
g	3372	7.8%
h	3372	7.8%
M	3332	7.7%
e	3332	7.7%
d	3332	7.7%
u	3332	7.7%
m	3332	7.7%
L	3271	7.6%
Other values (2)	6542	15.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	43293	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	6704	15.5%
H	3372	7.8%
g	3372	7.8%
h	3372	7.8%
M	3332	7.7%
e	3332	7.7%
d	3332	7.7%
u	3332	7.7%
m	3332	7.7%
L	3271	7.6%
Other values (2)	6542	15.1%

Smoking
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	25
Missing (%)	0.2%
Memory size	19.7 KiB

True	5123
False	4852
(Missing)	25

Value	Count	Frequency (%)
True	5123	51.2%
False	4852	48.5%
(Missing)	25	0.2%

Family Heart Disease
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	21
Missing (%)	0.2%
Memory size	19.7 KiB

False	5004
True	4975
(Missing)	21

Value	Count	Frequency (%)
False	5004	50.0%
True	4975	49.8%
(Missing)	21	0.2%

Diabetes
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	30
Missing (%)	0.3%
Memory size	19.7 KiB

False	5018
True	4952
(Missing)	30

Value	Count	Frequency (%)
False	5018	50.2%
True	4952	49.5%
(Missing)	30	0.3%

BMI
Real number (ℝ)

Distinct	9978
Distinct (%)	100.0%
Missing	22
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	29.077269

Minimum	18.002837
Maximum	39.996954
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	18.002837
5-th percentile	19.142354
Q1	23.658075
median	29.079492
Q3	34.520015
95-th percentile	38.875096
Maximum	39.996954
Range	21.994117
Interquartile range (IQR)	10.86194

Descriptive statistics

Standard deviation	6.3070982
Coefficient of variation (CV)	0.2169082
Kurtosis	-1.1814578
Mean	29.077269
Median Absolute Deviation (MAD)	5.4295222
Skewness	-0.021342412
Sum	290132.99
Variance	39.779487
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.99159109	1	< 0.1%
18.05695757	1	< 0.1%
28.73666675	1	< 0.1%
27.84084544	1	< 0.1%
23.68829856	1	< 0.1%
27.81803869	1	< 0.1%
22.47766533	1	< 0.1%
33.62495301	1	< 0.1%
37.99327298	1	< 0.1%
30.23764133	1	< 0.1%
Other values (9968)	9968	99.7%
(Missing)	22	0.2%

Value	Count	Frequency (%)
18.00283694	1	< 0.1%
18.0070582	1	< 0.1%
18.00870862	1	< 0.1%
18.00875696	1	< 0.1%
18.00891781	1	< 0.1%
18.01162775	1	< 0.1%
18.01450821	1	< 0.1%
18.0147327	1	< 0.1%
18.01572549	1	< 0.1%
18.01600423	1	< 0.1%

Value	Count	Frequency (%)
39.9969538	1	< 0.1%
39.99579742	1	< 0.1%
39.99459813	1	< 0.1%
39.98949339	1	< 0.1%
39.98901483	1	< 0.1%
39.9888456	1	< 0.1%
39.97948634	1	< 0.1%
39.97591451	1	< 0.1%
39.97447577	1	< 0.1%
39.97063009	1	< 0.1%

High Blood Pressure
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	26
Missing (%)	0.3%
Memory size	19.7 KiB

True	5022
False	4952
(Missing)	26

Value	Count	Frequency (%)
True	5022	50.2%
False	4952	49.5%
(Missing)	26	0.3%

Low HDL Cholesterol
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	25
Missing (%)	0.2%
Memory size	19.7 KiB

True	5000
False	4975
(Missing)	25

Value	Count	Frequency (%)
True	5000	50.0%
False	4975	49.8%
(Missing)	25	0.2%

High LDL Cholesterol
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	26
Missing (%)	0.3%
Memory size	19.7 KiB

False	5036
True	4938
(Missing)	26

Value	Count	Frequency (%)
False	5036	50.4%
True	4938	49.4%
(Missing)	26	0.3%

Alcohol Consumption
Categorical

Missing

Distinct	3
Distinct (%)	< 0.1%
Missing	2586
Missing (%)	25.9%
Memory size	585.7 KiB

Medium	2500
Low	2488
High	2426

Length

Max length	6
Median length	4
Mean length	4.3388185
Min length	3

Characters and Unicode

Total characters	32168
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	High
2nd row	Medium
3rd row	Low
4th row	Low
5th row	Low

Common Values

Value	Count	Frequency (%)
Medium	2500	25.0%
Low	2488	24.9%
High	2426	24.3%
(Missing)	2586	25.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
medium	2500	33.7%
low	2488	33.6%
high	2426	32.7%

Most occurring characters

Value	Count	Frequency (%)
i	4926	15.3%
M	2500	7.8%
e	2500	7.8%
d	2500	7.8%
u	2500	7.8%
m	2500	7.8%
L	2488	7.7%
o	2488	7.7%
w	2488	7.7%
H	2426	7.5%
Other values (2)	4852	15.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	32168	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	4926	15.3%
M	2500	7.8%
e	2500	7.8%
d	2500	7.8%
u	2500	7.8%
m	2500	7.8%
L	2488	7.7%
o	2488	7.7%
w	2488	7.7%
H	2426	7.5%
Other values (2)	4852	15.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	32168	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	4926	15.3%
M	2500	7.8%
e	2500	7.8%
d	2500	7.8%
u	2500	7.8%
m	2500	7.8%
L	2488	7.7%
o	2488	7.7%
w	2488	7.7%
H	2426	7.5%
Other values (2)	4852	15.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	32168	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	4926	15.3%
M	2500	7.8%
e	2500	7.8%
d	2500	7.8%
u	2500	7.8%
m	2500	7.8%
L	2488	7.7%
o	2488	7.7%
w	2488	7.7%
H	2426	7.5%
Other values (2)	4852	15.1%

Stress Level
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	22
Missing (%)	0.2%
Memory size	599.1 KiB

Medium	3387
Low	3320
High	3271

Length

Max length	6
Median length	4
Mean length	4.3461616
Min length	3

Characters and Unicode

Total characters	43366
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Medium
2nd row	High
3rd row	Low
4th row	High
5th row	High

Common Values

Value	Count	Frequency (%)
Medium	3387	33.9%
Low	3320	33.2%
High	3271	32.7%
(Missing)	22	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
medium	3387	33.9%
low	3320	33.3%
high	3271	32.8%

Most occurring characters

Value	Count	Frequency (%)
i	6658	15.4%
M	3387	7.8%
e	3387	7.8%
d	3387	7.8%
u	3387	7.8%
m	3387	7.8%
L	3320	7.7%
o	3320	7.7%
w	3320	7.7%
H	3271	7.5%
Other values (2)	6542	15.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	43366	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	6658	15.4%
M	3387	7.8%
e	3387	7.8%
d	3387	7.8%
u	3387	7.8%
m	3387	7.8%
L	3320	7.7%
o	3320	7.7%
w	3320	7.7%
H	3271	7.5%
Other values (2)	6542	15.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	43366	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	6658	15.4%
M	3387	7.8%
e	3387	7.8%
d	3387	7.8%
u	3387	7.8%
m	3387	7.8%
L	3320	7.7%
o	3320	7.7%
w	3320	7.7%
H	3271	7.5%
Other values (2)	6542	15.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	43366	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	6658	15.4%
M	3387	7.8%
e	3387	7.8%
d	3387	7.8%
u	3387	7.8%
m	3387	7.8%
L	3320	7.7%
o	3320	7.7%
w	3320	7.7%
H	3271	7.5%
Other values (2)	6542	15.1%

Sleep Hours
Real number (ℝ)

Distinct	9975
Distinct (%)	100.0%
Missing	25
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	6.9913294

Minimum	4.0006055
Maximum	9.9999523
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	4.0006055
5-th percentile	4.2779833
Q1	5.4498662
median	7.0032523
Q3	8.5315772
95-th percentile	9.7062321
Maximum	9.9999523
Range	5.9993468
Interquartile range (IQR)	3.081711

Descriptive statistics

Standard deviation	1.7531952
Coefficient of variation (CV)	0.25076708
Kurtosis	-1.2242052
Mean	6.9913294
Median Absolute Deviation (MAD)	1.5386287
Skewness	0.0001715222
Sum	69738.511
Variance	3.0736936
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.63322838	1	< 0.1%
6.600080829	1	< 0.1%
8.017111756	1	< 0.1%
4.55997574	1	< 0.1%
9.600425292	1	< 0.1%
4.74476551	1	< 0.1%
8.002935673	1	< 0.1%
7.810732471	1	< 0.1%
8.188182738	1	< 0.1%
6.293711264	1	< 0.1%
Other values (9965)	9965	99.7%
(Missing)	25	0.2%

Value	Count	Frequency (%)
4.000605496	1	< 0.1%
4.000772948	1	< 0.1%
4.001081817	1	< 0.1%
4.00211061	1	< 0.1%
4.002624344	1	< 0.1%
4.002661697	1	< 0.1%
4.002895496	1	< 0.1%
4.003256213	1	< 0.1%
4.005054241	1	< 0.1%
4.005261905	1	< 0.1%

Value	Count	Frequency (%)
9.999952254	1	< 0.1%
9.99915082	1	< 0.1%
9.998776396	1	< 0.1%
9.998525334	1	< 0.1%
9.9982211	1	< 0.1%
9.998006734	1	< 0.1%
9.997739297	1	< 0.1%
9.997299691	1	< 0.1%
9.997255758	1	< 0.1%
9.996252129	1	< 0.1%

Sugar Consumption
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	30
Missing (%)	0.3%
Memory size	598.7 KiB

Low	3390
High	3330
Medium	3250

Length

Max length	6
Median length	4
Mean length	4.3119358
Min length	3

Characters and Unicode

Total characters	42990
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Medium
2nd row	Medium
3rd row	Low
4th row	High
5th row	High

Common Values

Value	Count	Frequency (%)
Low	3390	33.9%
High	3330	33.3%
Medium	3250	32.5%
(Missing)	30	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
low	3390	34.0%
high	3330	33.4%
medium	3250	32.6%

Most occurring characters

Value	Count	Frequency (%)
i	6580	15.3%
L	3390	7.9%
o	3390	7.9%
w	3390	7.9%
H	3330	7.7%
g	3330	7.7%
h	3330	7.7%
M	3250	7.6%
e	3250	7.6%
d	3250	7.6%
Other values (2)	6500	15.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	42990	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	6580	15.3%
L	3390	7.9%
o	3390	7.9%
w	3390	7.9%
H	3330	7.7%
g	3330	7.7%
h	3330	7.7%
M	3250	7.6%
e	3250	7.6%
d	3250	7.6%
Other values (2)	6500	15.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	42990	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	6580	15.3%
L	3390	7.9%
o	3390	7.9%
w	3390	7.9%
H	3330	7.7%
g	3330	7.7%
h	3330	7.7%
M	3250	7.6%
e	3250	7.6%
d	3250	7.6%
Other values (2)	6500	15.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	42990	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	6580	15.3%
L	3390	7.9%
o	3390	7.9%
w	3390	7.9%
H	3330	7.7%
g	3330	7.7%
h	3330	7.7%
M	3250	7.6%
e	3250	7.6%
d	3250	7.6%
Other values (2)	6500	15.1%

Triglyceride Level
Real number (ℝ)

Distinct	301
Distinct (%)	3.0%
Missing	26
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	250.73441

Minimum	100
Maximum	400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	100
5-th percentile	114
Q1	176
median	250
Q3	326
95-th percentile	387
Maximum	400
Range	300
Interquartile range (IQR)	150

Descriptive statistics

Standard deviation	87.067226
Coefficient of variation (CV)	0.34724881
Kurtosis	-1.1991569
Mean	250.73441
Median Absolute Deviation (MAD)	75
Skewness	0.0061418717
Sum	2500825
Variance	7580.7018
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
307	48	0.5%
215	47	0.5%
228	47	0.5%
349	46	0.5%
400	46	0.5%
375	46	0.5%
173	46	0.5%
251	45	0.4%
186	45	0.4%
317	44	0.4%
Other values (291)	9514	95.1%

Value	Count	Frequency (%)
100	38	0.4%
101	32	0.3%
102	31	0.3%
103	36	0.4%
104	24	0.2%
105	33	0.3%
106	31	0.3%
107	35	0.4%
108	25	0.2%
109	34	0.3%

Value	Count	Frequency (%)
400	46	0.5%
399	35	0.4%
398	33	0.3%
397	41	0.4%
396	38	0.4%
395	30	0.3%
394	41	0.4%
393	39	0.4%
392	34	0.3%
391	25	0.2%

Fasting Blood Sugar
Real number (ℝ)

Distinct	81
Distinct (%)	0.8%
Missing	22
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	120.14221

Minimum	80
Maximum	160
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	80
5-th percentile	84
Q1	99
median	120
Q3	141
95-th percentile	156
Maximum	160
Range	80
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	23.584011
Coefficient of variation (CV)	0.19630079
Kurtosis	-1.2300455
Mean	120.14221
Median Absolute Deviation (MAD)	21
Skewness	-0.0089147155
Sum	1198779
Variance	556.20559
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
119	151	1.5%
149	149	1.5%
148	148	1.5%
96	147	1.5%
85	141	1.4%
139	139	1.4%
153	139	1.4%
111	139	1.4%
138	138	1.4%
141	138	1.4%
Other values (71)	8549	85.5%

Value	Count	Frequency (%)
80	117	1.2%
81	127	1.3%
82	119	1.2%
83	134	1.3%
84	130	1.3%
85	141	1.4%
86	98	1.0%
87	127	1.3%
88	128	1.3%
89	118	1.2%

Value	Count	Frequency (%)
160	126	1.3%
159	128	1.3%
158	124	1.2%
157	116	1.2%
156	137	1.4%
155	103	1.0%
154	135	1.4%
153	139	1.4%
152	113	1.1%
151	130	1.3%

CRP Level
Real number (ℝ)

Distinct	9974
Distinct (%)	100.0%
Missing	26
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	7.4722006

Minimum	0.0036467124
Maximum	14.997087
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0.0036467124
5-th percentile	0.70941976
Q1	3.6741262
median	7.4721644
Q3	11.255592
95-th percentile	14.208761
Maximum	14.997087
Range	14.99344
Interquartile range (IQR)	7.5814655

Descriptive statistics

Standard deviation	4.3402476
Coefficient of variation (CV)	0.58085266
Kurtosis	-1.2093956
Mean	7.4722006
Median Absolute Deviation (MAD)	3.7910339
Skewness	-0.0040687196
Sum	74527.729
Variance	18.837749
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.96924569	1	< 0.1%
7.82322549	1	< 0.1%
1.761838151	1	< 0.1%
5.630721103	1	< 0.1%
10.1942412	1	< 0.1%
13.84827798	1	< 0.1%
12.90229278	1	< 0.1%
2.452627325	1	< 0.1%
0.9317634501	1	< 0.1%
8.340128549	1	< 0.1%
Other values (9964)	9964	99.6%
(Missing)	26	0.3%

Value	Count	Frequency (%)
0.003646712362	1	< 0.1%
0.008811190431	1	< 0.1%
0.01058465733	1	< 0.1%
0.01133684843	1	< 0.1%
0.0126981196	1	< 0.1%
0.01487135133	1	< 0.1%
0.0154669267	1	< 0.1%
0.01928247725	1	< 0.1%
0.02003004144	1	< 0.1%
0.02054069269	1	< 0.1%

Value	Count	Frequency (%)
14.99708673	1	< 0.1%
14.99662473	1	< 0.1%
14.9964313	1	< 0.1%
14.9949198	1	< 0.1%
14.98959621	1	< 0.1%
14.98177895	1	< 0.1%
14.98171819	1	< 0.1%
14.97812258	1	< 0.1%
14.97652019	1	< 0.1%
14.97579734	1	< 0.1%

Homocysteine Level
Real number (ℝ)

Distinct	9980
Distinct (%)	100.0%
Missing	20
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	12.456271

Minimum	5.0002365
Maximum	19.999037
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	5.0002365
5-th percentile	5.7125898
Q1	8.7233342
median	12.409395
Q3	16.140564
95-th percentile	19.248525
Maximum	19.999037
Range	14.998801
Interquartile range (IQR)	7.4172297

Descriptive statistics

Standard deviation	4.3234259
Coefficient of variation (CV)	0.3470883
Kurtosis	-1.1797686
Mean	12.456271
Median Absolute Deviation (MAD)	3.7052369
Skewness	0.0078862811
Sum	124313.58
Variance	18.692011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.3872504	1	< 0.1%
17.69504762	1	< 0.1%
15.83024389	1	< 0.1%
5.358912056	1	< 0.1%
9.445296887	1	< 0.1%
12.72935985	1	< 0.1%
8.062251698	1	< 0.1%
11.85308719	1	< 0.1%
15.25711017	1	< 0.1%
6.149319869	1	< 0.1%
Other values (9970)	9970	99.7%
(Missing)	20	0.2%

Value	Count	Frequency (%)
5.000236488	1	< 0.1%
5.001208789	1	< 0.1%
5.002809604	1	< 0.1%
5.002877423	1	< 0.1%
5.006436734	1	< 0.1%
5.009292436	1	< 0.1%
5.010650326	1	< 0.1%
5.010787553	1	< 0.1%
5.011536896	1	< 0.1%
5.011873943	1	< 0.1%

Value	Count	Frequency (%)
19.99903699	1	< 0.1%
19.99875896	1	< 0.1%
19.99703165	1	< 0.1%
19.99654662	1	< 0.1%
19.99606262	1	< 0.1%
19.99591638	1	< 0.1%
19.99329153	1	< 0.1%
19.9926266	1	< 0.1%
19.99202839	1	< 0.1%
19.99164212	1	< 0.1%

Heart Disease Status
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	8000
True	2000

Value	Count	Frequency (%)
False	8000	80.0%
True	2000	20.0%

Interactions

Correlations

	Age	Alcohol Consumption	BMI	Blood Pressure	CRP Level	Cholesterol Level	Diabetes	Exercise Habits	Family Heart Disease	Fasting Blood Sugar	Gender	Heart Disease Status	High Blood Pressure	High LDL Cholesterol	Homocysteine Level	Low HDL Cholesterol	Sleep Hours	Smoking	Stress Level	Sugar Consumption	Triglyceride Level
Age	1.000	0.010	0.011	-0.021	0.009	0.011	0.000	0.000	0.008	-0.006	0.000	0.022	0.037	0.034	-0.007	0.014	0.003	0.000	0.019	0.006	-0.008
Alcohol Consumption	0.010	1.000	0.013	0.000	0.014	0.009	0.000	0.007	0.007	0.000	0.018	0.000	0.000	0.026	0.015	0.000	0.000	0.000	0.014	0.027	0.000
BMI	0.011	0.013	1.000	0.005	-0.017	0.022	0.000	0.000	0.007	0.006	0.018	0.016	0.013	0.024	0.004	0.029	-0.001	0.029	0.013	0.000	0.005
Blood Pressure	-0.021	0.000	0.005	1.000	-0.010	-0.012	0.009	0.000	0.000	-0.012	0.018	0.025	0.009	0.000	-0.003	0.000	0.001	0.016	0.028	0.022	0.008
CRP Level	0.009	0.014	-0.017	-0.010	1.000	-0.018	0.000	0.000	0.009	0.010	0.000	0.000	0.000	0.000	-0.010	0.000	0.002	0.012	0.000	0.000	-0.006
Cholesterol Level	0.011	0.009	0.022	-0.012	-0.018	1.000	0.019	0.020	0.017	0.000	0.000	0.000	0.021	0.000	-0.006	0.000	0.011	0.000	0.000	0.011	0.001
Diabetes	0.000	0.000	0.000	0.009	0.000	0.019	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.022	0.000	0.017	0.007	0.023	0.000	0.000
Exercise Habits	0.000	0.007	0.000	0.000	0.000	0.020	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.016	0.000	0.000	0.000	0.015	0.000	0.000	0.011
Family Heart Disease	0.008	0.007	0.007	0.000	0.009	0.017	0.000	0.000	1.000	0.000	0.000	0.000	0.015	0.005	0.012	0.000	0.021	0.000	0.000	0.000	0.000
Fasting Blood Sugar	-0.006	0.000	0.006	-0.012	0.010	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.020	0.019	-0.020	0.000	0.009	0.000	0.000	0.000	0.008
Gender	0.000	0.018	0.018	0.018	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.013	0.010	0.004	0.032	0.000	0.024	0.003	0.008	0.000	0.029
Heart Disease Status	0.022	0.000	0.016	0.025	0.000	0.000	0.000	0.000	0.000	0.000	0.013	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.024	0.000	0.000
High Blood Pressure	0.037	0.000	0.013	0.009	0.000	0.021	0.000	0.000	0.015	0.020	0.010	0.000	1.000	0.000	0.000	0.000	0.016	0.015	0.000	0.008	0.000
High LDL Cholesterol	0.034	0.026	0.024	0.000	0.000	0.000	0.000	0.016	0.005	0.019	0.004	0.000	0.000	1.000	0.010	0.000	0.010	0.001	0.014	0.000	0.008
Homocysteine Level	-0.007	0.015	0.004	-0.003	-0.010	-0.006	0.022	0.000	0.012	-0.020	0.032	0.000	0.000	0.010	1.000	0.000	-0.020	0.018	0.000	0.010	-0.006
Low HDL Cholesterol	0.014	0.000	0.029	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.008	0.000	0.000	0.000
Sleep Hours	0.003	0.000	-0.001	0.001	0.002	0.011	0.017	0.000	0.021	0.009	0.024	0.000	0.016	0.010	-0.020	0.000	1.000	0.016	0.000	0.000	0.002
Smoking	0.000	0.000	0.029	0.016	0.012	0.000	0.007	0.015	0.000	0.000	0.003	0.000	0.015	0.001	0.018	0.008	0.016	1.000	0.000	0.000	0.000
Stress Level	0.019	0.014	0.013	0.028	0.000	0.000	0.023	0.000	0.000	0.000	0.008	0.024	0.000	0.014	0.000	0.000	0.000	0.000	1.000	0.009	0.000
Sugar Consumption	0.006	0.027	0.000	0.022	0.000	0.011	0.000	0.000	0.000	0.000	0.000	0.000	0.008	0.000	0.010	0.000	0.000	0.000	0.009	1.000	0.013
Triglyceride Level	-0.008	0.000	0.005	0.008	-0.006	0.001	0.000	0.011	0.000	0.008	0.029	0.000	0.000	0.008	-0.006	0.000	0.002	0.000	0.000	0.013	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	Age	Gender	Blood Pressure	Cholesterol Level	Exercise Habits	Smoking	Family Heart Disease	Diabetes	BMI	High Blood Pressure	Low HDL Cholesterol	High LDL Cholesterol	Alcohol Consumption	Stress Level	Sleep Hours	Sugar Consumption	Triglyceride Level	Fasting Blood Sugar	CRP Level	Homocysteine Level	Heart Disease Status
0	56.00	Male	153.00	155.00	High	Yes	Yes	No	24.99	Yes	Yes	No	High	Medium	7.63	Medium	342.00	NaN	12.97	12.39	No
1	69.00	Female	146.00	286.00	High	No	Yes	Yes	25.22	No	Yes	No	Medium	High	8.74	Medium	133.00	157.00	9.36	19.30	No
2	46.00	Male	126.00	216.00	Low	No	No	No	29.86	No	Yes	Yes	Low	Low	4.44	Low	393.00	92.00	12.71	11.23	No
3	32.00	Female	122.00	293.00	High	Yes	Yes	No	24.13	Yes	No	Yes	Low	High	5.25	High	293.00	94.00	12.51	5.96	No
4	60.00	Male	166.00	242.00	Low	Yes	Yes	Yes	20.49	Yes	No	No	Low	High	7.03	High	263.00	154.00	10.38	8.15	No
5	25.00	Male	152.00	257.00	Low	Yes	No	No	28.14	No	No	No	Low	Medium	5.50	Low	126.00	91.00	4.30	10.82	No
6	78.00	Female	121.00	175.00	High	Yes	Yes	Yes	18.04	No	Yes	No	Medium	Medium	9.24	Medium	107.00	85.00	11.58	19.66	No
7	38.00	Female	161.00	187.00	Low	Yes	Yes	Yes	34.74	No	No	No	Low	Medium	7.84	High	228.00	111.00	4.93	17.15	No
8	56.00	Female	135.00	291.00	Low	No	Yes	Yes	34.49	Yes	NaN	Yes	High	Low	6.94	High	317.00	103.00	5.12	6.05	No
9	75.00	Male	144.00	252.00	Low	Yes	Yes	No	30.14	No	No	Yes	Low	Medium	4.00	High	199.00	96.00	10.01	7.60	No

	Age	Gender	Blood Pressure	Cholesterol Level	Exercise Habits	Smoking	Family Heart Disease	Diabetes	BMI	High Blood Pressure	Low HDL Cholesterol	High LDL Cholesterol	Alcohol Consumption	Stress Level	Sleep Hours	Sugar Consumption	Triglyceride Level	Fasting Blood Sugar	CRP Level	Homocysteine Level	Heart Disease Status
9990	55.00	Female	131.00	160.00	High	Yes	No	Yes	32.36	No	No	No	Low	Medium	5.02	Medium	267.00	129.00	0.60	11.30	Yes
9991	41.00	Female	160.00	241.00	Medium	No	Yes	Yes	39.35	Yes	Yes	Yes	NaN	High	4.34	Low	178.00	106.00	4.72	14.22	Yes
9992	68.00	Female	169.00	291.00	Medium	Yes	No	No	22.84	No	Yes	No	Medium	Low	6.06	High	299.00	142.00	3.32	11.91	Yes
9993	27.00	Female	153.00	188.00	Medium	No	No	Yes	28.17	Yes	Yes	No	NaN	Medium	4.83	High	300.00	118.00	6.22	13.11	Yes
9994	73.00	Female	144.00	191.00	Medium	Yes	Yes	Yes	39.46	No	No	No	Medium	Low	7.55	Medium	200.00	88.00	1.15	8.02	Yes
9995	25.00	Female	136.00	243.00	Medium	Yes	No	No	18.79	Yes	No	Yes	Medium	High	6.83	Medium	343.00	133.00	3.59	19.13	Yes
9996	38.00	Male	172.00	154.00	Medium	No	No	No	31.86	Yes	No	Yes	NaN	High	8.25	Low	377.00	83.00	2.66	9.72	Yes
9997	73.00	Male	152.00	201.00	High	Yes	No	Yes	26.90	No	Yes	Yes	NaN	Low	4.44	Low	248.00	88.00	4.41	9.49	Yes
9998	23.00	Male	142.00	299.00	Low	Yes	No	Yes	34.96	Yes	No	Yes	Medium	High	8.53	Medium	113.00	153.00	7.22	11.87	Yes
9999	38.00	Female	128.00	193.00	Medium	Yes	Yes	Yes	25.11	No	Yes	Yes	High	Medium	5.66	High	121.00	149.00	14.39	6.21	Yes

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample